{
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"
    },
    "image-4.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "d66888ae",
   "metadata": {},
   "source": [
    "# 数据分析咖哥十话\n",
    "\n",
    "## 第7话 千呼万唤求爆款：内容分析发现价值\n",
    "\n",
    "**题解** 这一话的思路把目光从运营回归到产品和内容：数据分析中，对于产品（也包括内容和服务）的分析是一个基本课题，而提高用户留存率的核心就是持续输出更好的内容和更优秀的产品。\n",
    "\n",
    "![image-3.png](attachment:image-3.png)\n",
    "\n",
    "<center>产品的总量与增速矩阵</center>\n",
    "\n",
    "**详细内容请参考拙作：《数据分析咖哥十话》** 人民邮电出版社2022年出版\n",
    "\n",
    "![image-4.png](attachment:image-4.png)\n",
    "\n",
    "购书链接：https://item.jd.com/13335199.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "de75f28f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd # 导入Pandas\n",
    "import numpy as np # 导入NumPy\n",
    "import matplotlib.pyplot as plt # 导入pyplot 模块\n",
    "import seaborn as sns # 导入Seaborn\n",
    "plt.rcParams[\"font.family\"]=['SimHei'] #用来设定字体样式\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来设定无衬线字体样式\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bac2e3bd",
   "metadata": {},
   "source": [
    "**本章文件较大，请读者在我的Github下载分类视频.csv，并放入Notebook同一目录。**\n",
    "\n",
    "https://github.com/huangjia2019/datalogic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "02721dbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>视频ID</th>\n",
       "      <th>热榜日期</th>\n",
       "      <th>标题</th>\n",
       "      <th>频道</th>\n",
       "      <th>分类码</th>\n",
       "      <th>上传时间</th>\n",
       "      <th>访问量</th>\n",
       "      <th>点赞数</th>\n",
       "      <th>吐槽数</th>\n",
       "      <th>评论数</th>\n",
       "      <th>是否关闭评论</th>\n",
       "      <th>是否关闭评级</th>\n",
       "      <th>说明文字</th>\n",
       "      <th>分类</th>\n",
       "      <th>标签</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2kyS6SvSYSE</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>WE WANT TO TALK ABOUT OUR MARRIAGE</td>\n",
       "      <td>CaseyNeistat</td>\n",
       "      <td>22</td>\n",
       "      <td>2017-11-13T17:13:01.000Z</td>\n",
       "      <td>748374</td>\n",
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       "      <td>2966</td>\n",
       "      <td>15954</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>SHANTELL'S CHANNEL - https://www.youtube.com/s...</td>\n",
       "      <td>博客</td>\n",
       "      <td>SHANtell martin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>puqaWrEC7tY</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Nickelback Lyrics: Real or Fake?</td>\n",
       "      <td>Good Mythical Morning</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-13T11:00:04.000Z</td>\n",
       "      <td>343168</td>\n",
       "      <td>10172</td>\n",
       "      <td>666</td>\n",
       "      <td>2146</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Today we find out if Link is a Nickelback amat...</td>\n",
       "      <td>娱乐</td>\n",
       "      <td>rhett and link|\"gmm\"|\"good mythical morning\"|\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>d380meD0W0M</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>I Dare You: GOING BALD!?</td>\n",
       "      <td>nigahiga</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-12T18:01:41.000Z</td>\n",
       "      <td>2095731</td>\n",
       "      <td>132235</td>\n",
       "      <td>1989</td>\n",
       "      <td>17518</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I know it's been a while since we did this sho...</td>\n",
       "      <td>娱乐</td>\n",
       "      <td>ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gHZ1Qz0KiKM</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>2 Weeks with iPhone X</td>\n",
       "      <td>iJustine</td>\n",
       "      <td>28</td>\n",
       "      <td>2017-11-13T19:07:23.000Z</td>\n",
       "      <td>119180</td>\n",
       "      <td>9763</td>\n",
       "      <td>511</td>\n",
       "      <td>1434</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Using the iPhone for the past two weeks -- her...</td>\n",
       "      <td>科技</td>\n",
       "      <td>ijustine|\"week with iPhone X\"|\"iphone x\"|\"appl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>39idVpFF7NQ</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Roy Moore &amp; Jeff Sessions Cold Open - SNL</td>\n",
       "      <td>Saturday Night Live</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-12T05:37:17.000Z</td>\n",
       "      <td>2103417</td>\n",
       "      <td>15993</td>\n",
       "      <td>2445</td>\n",
       "      <td>1970</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Embattled Alabama Senate candidate Roy Moore (...</td>\n",
       "      <td>娱乐</td>\n",
       "      <td>SNL|\"Saturday Night Live\"|\"SNL Season 43\"|\"Epi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>40919</th>\n",
       "      <td>BZt0qjTWNhw</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>The Cat Who Caught the Laser</td>\n",
       "      <td>AaronsAnimals</td>\n",
       "      <td>15</td>\n",
       "      <td>2018-05-18T13:00:04.000Z</td>\n",
       "      <td>1685609</td>\n",
       "      <td>38160</td>\n",
       "      <td>1385</td>\n",
       "      <td>2657</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>The Cat Who Caught the Laser - Aaron's Animals</td>\n",
       "      <td>宠物</td>\n",
       "      <td>aarons animals|\"aarons\"|\"animals\"|\"cat\"|\"cats\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40920</th>\n",
       "      <td>1h7KV2sjUWY</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>True Facts : Ant Mutualism</td>\n",
       "      <td>zefrank1</td>\n",
       "      <td>22</td>\n",
       "      <td>2018-05-18T01:00:06.000Z</td>\n",
       "      <td>1064798</td>\n",
       "      <td>60008</td>\n",
       "      <td>382</td>\n",
       "      <td>3936</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>博客</td>\n",
       "      <td>[none]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40921</th>\n",
       "      <td>D6Oy4LfoqsU</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>I GAVE SAFIYA NYGAARD A PERFECT HAIR MAKEOVER ...</td>\n",
       "      <td>Brad Mondo</td>\n",
       "      <td>24</td>\n",
       "      <td>2018-05-18T17:34:22.000Z</td>\n",
       "      <td>1066451</td>\n",
       "      <td>48068</td>\n",
       "      <td>1032</td>\n",
       "      <td>3992</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I had so much fun transforming Safiyas hair in...</td>\n",
       "      <td>娱乐</td>\n",
       "      <td>I gave safiya nygaard a perfect hair makeover ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40922</th>\n",
       "      <td>oV0zkMe1K8s</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>How Black Panther Should Have Ended</td>\n",
       "      <td>How It Should Have Ended</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-17T17:00:04.000Z</td>\n",
       "      <td>5660813</td>\n",
       "      <td>192957</td>\n",
       "      <td>2846</td>\n",
       "      <td>13088</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>How Black Panther Should Have EndedWatch More ...</td>\n",
       "      <td>动画</td>\n",
       "      <td>Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40923</th>\n",
       "      <td>ooyjaVdt-jA</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>Official Call of Duty®: Black Ops 4 — Multipla...</td>\n",
       "      <td>Call of Duty</td>\n",
       "      <td>20</td>\n",
       "      <td>2018-05-17T17:09:38.000Z</td>\n",
       "      <td>10306119</td>\n",
       "      <td>357079</td>\n",
       "      <td>212976</td>\n",
       "      <td>144795</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Call of Duty: Black Ops 4 Multiplayer raises t...</td>\n",
       "      <td>游戏</td>\n",
       "      <td>call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40924 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              视频ID      热榜日期  \\\n",
       "0      2kyS6SvSYSE  17.14.11   \n",
       "1      puqaWrEC7tY  17.14.11   \n",
       "2      d380meD0W0M  17.14.11   \n",
       "3      gHZ1Qz0KiKM  17.14.11   \n",
       "4      39idVpFF7NQ  17.14.11   \n",
       "...            ...       ...   \n",
       "40919  BZt0qjTWNhw  18.14.06   \n",
       "40920  1h7KV2sjUWY  18.14.06   \n",
       "40921  D6Oy4LfoqsU  18.14.06   \n",
       "40922  oV0zkMe1K8s  18.14.06   \n",
       "40923  ooyjaVdt-jA  18.14.06   \n",
       "\n",
       "                                                      标题  \\\n",
       "0                     WE WANT TO TALK ABOUT OUR MARRIAGE   \n",
       "1                       Nickelback Lyrics: Real or Fake?   \n",
       "2                               I Dare You: GOING BALD!?   \n",
       "3                                  2 Weeks with iPhone X   \n",
       "4              Roy Moore & Jeff Sessions Cold Open - SNL   \n",
       "...                                                  ...   \n",
       "40919                       The Cat Who Caught the Laser   \n",
       "40920                         True Facts : Ant Mutualism   \n",
       "40921  I GAVE SAFIYA NYGAARD A PERFECT HAIR MAKEOVER ...   \n",
       "40922                How Black Panther Should Have Ended   \n",
       "40923  Official Call of Duty®: Black Ops 4 — Multipla...   \n",
       "\n",
       "                             频道  分类码                      上传时间       访问量  \\\n",
       "0                  CaseyNeistat   22  2017-11-13T17:13:01.000Z    748374   \n",
       "1         Good Mythical Morning   24  2017-11-13T11:00:04.000Z    343168   \n",
       "2                      nigahiga   24  2017-11-12T18:01:41.000Z   2095731   \n",
       "3                      iJustine   28  2017-11-13T19:07:23.000Z    119180   \n",
       "4           Saturday Night Live   24  2017-11-12T05:37:17.000Z   2103417   \n",
       "...                         ...  ...                       ...       ...   \n",
       "40919             AaronsAnimals   15  2018-05-18T13:00:04.000Z   1685609   \n",
       "40920                  zefrank1   22  2018-05-18T01:00:06.000Z   1064798   \n",
       "40921                Brad Mondo   24  2018-05-18T17:34:22.000Z   1066451   \n",
       "40922  How It Should Have Ended    1  2018-05-17T17:00:04.000Z   5660813   \n",
       "40923              Call of Duty   20  2018-05-17T17:09:38.000Z  10306119   \n",
       "\n",
       "          点赞数     吐槽数     评论数  是否关闭评论  是否关闭评级  \\\n",
       "0       57527    2966   15954   False   False   \n",
       "1       10172     666    2146   False   False   \n",
       "2      132235    1989   17518   False   False   \n",
       "3        9763     511    1434   False   False   \n",
       "4       15993    2445    1970   False   False   \n",
       "...       ...     ...     ...     ...     ...   \n",
       "40919   38160    1385    2657   False   False   \n",
       "40920   60008     382    3936   False   False   \n",
       "40921   48068    1032    3992   False   False   \n",
       "40922  192957    2846   13088   False   False   \n",
       "40923  357079  212976  144795   False   False   \n",
       "\n",
       "                                                    说明文字  分类  \\\n",
       "0      SHANTELL'S CHANNEL - https://www.youtube.com/s...  博客   \n",
       "1      Today we find out if Link is a Nickelback amat...  娱乐   \n",
       "2      I know it's been a while since we did this sho...  娱乐   \n",
       "3      Using the iPhone for the past two weeks -- her...  科技   \n",
       "4      Embattled Alabama Senate candidate Roy Moore (...  娱乐   \n",
       "...                                                  ...  ..   \n",
       "40919     The Cat Who Caught the Laser - Aaron's Animals  宠物   \n",
       "40920                                                NaN  博客   \n",
       "40921  I had so much fun transforming Safiyas hair in...  娱乐   \n",
       "40922  How Black Panther Should Have EndedWatch More ...  动画   \n",
       "40923  Call of Duty: Black Ops 4 Multiplayer raises t...  游戏   \n",
       "\n",
       "                                                      标签  \n",
       "0                                        SHANtell martin  \n",
       "1      rhett and link|\"gmm\"|\"good mythical morning\"|\"...  \n",
       "2      ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...  \n",
       "3      ijustine|\"week with iPhone X\"|\"iphone x\"|\"appl...  \n",
       "4      SNL|\"Saturday Night Live\"|\"SNL Season 43\"|\"Epi...  \n",
       "...                                                  ...  \n",
       "40919  aarons animals|\"aarons\"|\"animals\"|\"cat\"|\"cats\"...  \n",
       "40920                                             [none]  \n",
       "40921  I gave safiya nygaard a perfect hair makeover ...  \n",
       "40922  Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...  \n",
       "40923      call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"  \n",
       "\n",
       "[40924 rows x 15 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_video = pd.read_csv(\"分类视频.csv\") # 载入数据集\n",
    "df_video # 输出前几行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2b383ea7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,6)) # # 设定画布大小\n",
    "fig = sns.countplot('分类', data=df_video) # 创建柱状图\n",
    "fig.set_title(\"各类别视频总数\", fontsize=15) # 图题\n",
    "fig.set_xlabel(\"视频类别\", fontsize=14) #x 轴标题\n",
    "fig.set_ylabel(\"数目\", fontsize=14) #y 轴标题\n",
    "plt.show() # 输出图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "67ee71c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,6)) #设定画布大小\n",
    "fig = sns.boxplot(x='分类', y='访问量', data=df_video) #创建箱线图\n",
    "fig.set_xticklabels(fig.get_xticklabels(),rotation=45) #X轴标签倾斜\n",
    "fig.set_title(\"各类别视频观看总数\", fontsize=15) #图题\n",
    "fig.set_xlabel(\"视频类别\", fontsize=15) #X轴标题\n",
    "fig.set_ylabel(\"访问量\", fontsize=15) #Y轴标题\n",
    "plt.show() #显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a8d4dc67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "38522    Childish Gambino - This Is America (Official V...\n",
      "38320    Childish Gambino - This Is America (Official V...\n",
      "38121    Childish Gambino - This Is America (Official V...\n",
      "37910    Childish Gambino - This Is America (Official V...\n",
      "37705    Childish Gambino - This Is America (Official V...\n",
      "Name: 标题, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df_video.sort_values(by=['访问量'],ascending=False). 标题.head(5)) # 播放量在前5 名的视频"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5a0ebe72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_video['访问量( 对数)'] = np.log(df_video['访问量'] + 1) # 将访问量做对数转换处理\n",
    "plt.figure(figsize = (14,6)) # 设定画布大小\n",
    "fig = sns.boxplot(x='分类', y='访问量', data=df_video) # 创建箱线图\n",
    "fig.set_title(\"各类别视频观看总数\", fontsize=15) # 图题\n",
    "fig.set_xlabel(\"视频类别\", fontsize=15) #x 轴标题\n",
    "fig.set_ylabel(\"访问量( 对数)\", fontsize=15) #y 轴标题\n",
    "plt.show() # 输出图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5f54cefe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上传日期</th>\n",
       "      <th>上传时间</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>视频ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5x1FAiIq_pQ</th>\n",
       "      <td>2017-11-09</td>\n",
       "      <td>2017-11-09 15:49:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vd4zwINEcLY</th>\n",
       "      <td>2011-03-27</td>\n",
       "      <td>2011-03-27 04:31:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7fm7mll2qvg</th>\n",
       "      <td>2017-11-10</td>\n",
       "      <td>2017-11-10 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q-WipZ9p0wk</th>\n",
       "      <td>2017-11-09</td>\n",
       "      <td>2017-11-09 14:00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zy0b9e40tK8</th>\n",
       "      <td>2017-11-09</td>\n",
       "      <td>2017-11-09 09:00:07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   上传日期                上传时间\n",
       "视频ID                                       \n",
       "5x1FAiIq_pQ  2017-11-09 2017-11-09 15:49:21\n",
       "vd4zwINEcLY  2011-03-27 2011-03-27 04:31:25\n",
       "7fm7mll2qvg  2017-11-10 2017-11-10 00:00:00\n",
       "q-WipZ9p0wk  2017-11-09 2017-11-09 14:00:08\n",
       "zy0b9e40tK8  2017-11-09 2017-11-09 09:00:07"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 转换格式\n",
    "df_video['热榜日期'] = pd.to_datetime(df_video['热榜日期'],errors='coerce', format='%y.%d.%m')\n",
    "df_video['上传时间'] = pd.to_datetime(df_video['上传时间'], \n",
    "                                  errors='coerce', format='%Y-%m-%dT%H:%M:%S.%fZ')\n",
    "# 删除非零值\n",
    "df_video = df_video[df_video['热榜日期'].notnull()]\n",
    "df_video = df_video[df_video['上传时间'].notnull()]\n",
    "df_video.insert(4, '上传日期', df_video['上传时间'].dt.date) # 上传日期\n",
    "df_video[' 上传时间'] = df_video['上传时间'].dt.time # 上传时间\n",
    "df_video_full = df_video.reset_index().sort_values('热榜日期').set_index('视频ID') # 排序\n",
    "df_video = df_video.reset_index().sort_values('热榜日期'). \\\n",
    "    drop_duplicates('视频ID',keep='last').set_index('视频ID') # 删除重复值\n",
    "df_video[['上传日期','上传时间']].head() # 输出前几行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0f6efd0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1545: FutureWarning: Units 'M', 'Y' and 'y' do not represent unambiguous timedelta values and will be removed in a future version.\n",
      "  value = try_timedelta(v)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>从上传到登榜天数</th>\n",
       "      <th>在榜天数</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>视频ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>f4FuOi9rvKw</th>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jYuQzAxBVZU</th>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oJ2faqXlU1s</th>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4ZoCHID9GI</th>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>i5qOzqD9Rms</th>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             从上传到登榜天数  在榜天数\n",
       "视频ID                       \n",
       "f4FuOi9rvKw         5    32\n",
       "jYuQzAxBVZU         5    32\n",
       "oJ2faqXlU1s         4    32\n",
       "M4ZoCHID9GI         2    31\n",
       "i5qOzqD9Rms         1    31"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "publish_to_trend = {} # 从上传到登榜天数的集合\n",
    "df_video_first = df_video_full.reset_index(). \\\n",
    "        drop_duplicates('视频ID',keep ='first').set_index('视频ID') # 登榜日期B\n",
    "diff_first = (df_video_first['热榜日期']). \\\n",
    "        astype('datetime64[ns]')-df_video_first['上传日期'].astype('datetime64[ns]') #B-A\n",
    "diff_first = diff_first.reset_index() # 重置索引\n",
    "diff_first.columns = ['视频ID','从上传到登榜天数'] # 设置字段名\n",
    "# 求从上传到登榜天数的集合\n",
    "for i, row in diff_first.iterrows():\n",
    "    publish_to_trend[row['视频ID']] = row['从上传到登榜天数'].days\n",
    "df_video_last = df_video # 最后在榜日期\n",
    "diff_last = df_video['热榜日期'].astype('datetime64[ns]')-df_video['上传日期'].astype('datetime64[ns]') #C-A\n",
    "diff_last = diff_last.reset_index() # 重置索引\n",
    "diff_last.columns = ['视频ID','从上传到下榜天数'] # 设置字段名\n",
    "df_video = df_video.reset_index() # 重置索引\n",
    "df_video.insert(4,'从上传到下榜天数', diff_last['从上传到下榜天数']. \\\n",
    "                astype('timedelta64[D]').astype(int)) #“从上传到下榜天数”字段\n",
    "df_video.insert(4,'从上传到登榜天数', \n",
    "                df_video['视频ID'].map(publish_to_trend)) # 用map() API 添加“从上传到登榜天数”字段\n",
    "df_video.insert(4, '在榜天数', 0) # 在榜天数字段\n",
    "df_video['在榜天数'] = (df_video['从上传到下榜天数']-df_video['从上传到登榜天数'])+1 # 求在榜天数\n",
    "df_video.set_index('视频ID')[['从上传到登榜天数','在榜天数']]. \\\n",
    "        sort_values('在榜天数',ascending=False).head() #排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6a044394",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '视频热度持续天数统计')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_duration = df_video.groupby(['在榜天数']).count()['视频ID'] # 构建df_duration 对象\n",
    "plt.plot(df_duration.index, df_duration) # 绘图\n",
    "plt.xlabel('在榜天数') #x 轴\n",
    "plt.ylabel('视频数') #y 轴\n",
    "plt.title('视频热度持续天数统计') # 图题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a415558b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '3 种类型视频热度持续天数比较')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_duration_tech = df_video.loc[df_video['分类']=='科技'].groupby(['在榜天数']).count()['视频ID'] #构建df_duration_tech 对象\n",
    "df_duration_pop = df_video.loc[df_video['分类']=='娱乐'].groupby(['在榜天数']).count()['视频ID'] #构建df_duration_pop 对象\n",
    "df_duration_news = df_video.loc[df_video['分类']=='新闻'].groupby(['在榜天数']).count()['视频ID'] #构建df_duration_news 对象\n",
    "plt.plot(df_duration_tech.index, df_duration_tech, label='科技') # 绘图\n",
    "plt.plot(df_duration_pop.index, df_duration_pop, label='娱乐') # 绘图\n",
    "plt.plot(df_duration_news.index, df_duration_news, label='新闻') # 绘图\n",
    "plt.legend(['科技','娱乐','新闻']) # 图例\n",
    "plt.xlabel('在榜天数') #x 轴\n",
    "plt.ylabel('视频数') #y 轴\n",
    "plt.title('3 种类型视频热度持续天数比较') # 图题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6390c4f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '类别与在榜天数')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_trend_duration = df_video.groupby(['分类','在榜天数']).count()['视频ID'].unstack().clip(upper=300) # 对类别和在榜天数进行分组统计\n",
    "plt.figure(figsize=(10,10)) # 设置图像大小\n",
    "sns.heatmap(cat_trend_duration, cmap=\"YlGnBu\") # 绘制相关性热力图\n",
    "plt.title(\"类别与在榜天数\") # 图题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8d7ec803",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\Jacky\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\Jacky\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     C:\\Users\\Jacky\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     C:\\Users\\Jacky\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk # 导入NLTK 工具包\n",
    "from nltk.sentiment import SentimentIntensityAnalyzer # 导入情感分析工具\n",
    "from nltk.corpus import stopwords # 导入停顿词工具\n",
    "from nltk import sent_tokenize, word_tokenize # 导入分词工具\n",
    "import re # 导入正则表达式来匹配操作工具包\n",
    "# nltk.download('stopwords')\n",
    "# nltk.download('punkt')\n",
    "# nltk.download('vader_lexicon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bef62963",
   "metadata": {},
   "outputs": [],
   "source": [
    "MAX_N = 1000 # 词典大小\n",
    "en_stopwords = list(stopwords.words('english')) # 停顿词列表\n",
    "polarities = list() # 初始化受欢迎程度\n",
    "category_list = df_video['分类'].unique() # 得到所有视频分类\n",
    "for cate in category_list: # 遍历视频分类\n",
    "    tags_word = df_video[df_video['分类']==cate]['标签'].str.lower().str.cat(sep=' ') # 评论文字\n",
    "    tags_word = re.sub('[^A-Za-z]+', ' ', tags_word) # 去除标点符号\n",
    "    word_tokens = word_tokenize(tags_word) # 分词\n",
    "    filtered_sentence = [w for w in word_tokens if not w in en_stopwords] # 去除停顿词\n",
    "    without_single_chr = [word for word in filtered_sentence if len(word) > 2] # 去除单字符词\n",
    "    cleaned_data_title = [word for word in without_single_chr if not word.isdigit()] # 去除数字\n",
    "    # Calculate frequency distribution\n",
    "    # 词频统计\n",
    "    word_dist = nltk.FreqDist(cleaned_data_title)\n",
    "    hnhk = pd.DataFrame(word_dist.most_common(MAX_N), columns=['Word', 'Frequency'])\n",
    "    # 分析情绪属性\n",
    "    compound = .0\n",
    "    for word in hnhk['Word'].head(MAX_N):\n",
    "        compound += SentimentIntensityAnalyzer().polarity_scores(word)['compound']\n",
    "    # 确定该分类的受欢迎程度\n",
    "    polarities.append(compound)\n",
    "category_list = pd.DataFrame(category_list) # 转换成DataFrame 格式\n",
    "polarities = pd.DataFrame(polarities) # 转换成DataFrame 格式\n",
    "tags_sentiment = pd.concat([category_list,polarities],axis=1) # 构建tags_sentiment 对象\n",
    "tags_sentiment.columns = ['category','polarity'] # 设置字段名\n",
    "tags_sentiment=tags_sentiment.sort_values('polarity').reset_index() # 按情绪属性排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0ba3ad07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '各类视频受欢迎的程度( 情绪属性分值)')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 21508 (\\N{CJK UNIFIED IDEOGRAPH-5404}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 31867 (\\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 35270 (\\N{CJK UNIFIED IDEOGRAPH-89C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 39057 (\\N{CJK UNIFIED IDEOGRAPH-9891}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 21463 (\\N{CJK UNIFIED IDEOGRAPH-53D7}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 27426 (\\N{CJK UNIFIED IDEOGRAPH-6B22}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 36814 (\\N{CJK UNIFIED IDEOGRAPH-8FCE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 31243 (\\N{CJK UNIFIED IDEOGRAPH-7A0B}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 24773 (\\N{CJK UNIFIED IDEOGRAPH-60C5}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 32490 (\\N{CJK UNIFIED IDEOGRAPH-7EEA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 24615 (\\N{CJK UNIFIED IDEOGRAPH-6027}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 26032 (\\N{CJK UNIFIED IDEOGRAPH-65B0}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 38395 (\\N{CJK UNIFIED IDEOGRAPH-95FB}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 20844 (\\N{CJK UNIFIED IDEOGRAPH-516C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 30410 (\\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 25630 (\\N{CJK UNIFIED IDEOGRAPH-641E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 31505 (\\N{CJK UNIFIED IDEOGRAPH-7B11}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 32946 (\\N{CJK UNIFIED IDEOGRAPH-80B2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 27773 (\\N{CJK UNIFIED IDEOGRAPH-6C7D}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 36710 (\\N{CJK UNIFIED IDEOGRAPH-8F66}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 38899 (\\N{CJK UNIFIED IDEOGRAPH-97F3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 20048 (\\N{CJK UNIFIED IDEOGRAPH-4E50}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 25103 (\\N{CJK UNIFIED IDEOGRAPH-620F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 21160 (\\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 30011 (\\N{CJK UNIFIED IDEOGRAPH-753B}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 20307 (\\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 23456 (\\N{CJK UNIFIED IDEOGRAPH-5BA0}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 31185 (\\N{CJK UNIFIED IDEOGRAPH-79D1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 25216 (\\N{CJK UNIFIED IDEOGRAPH-6280}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 26053 (\\N{CJK UNIFIED IDEOGRAPH-65C5}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 34892 (\\N{CJK UNIFIED IDEOGRAPH-884C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 23089 (\\N{CJK UNIFIED IDEOGRAPH-5A31}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 23578 (\\N{CJK UNIFIED IDEOGRAPH-5C1A}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 21338 (\\N{CJK UNIFIED IDEOGRAPH-535A}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\Jacky\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 23458 (\\N{CJK UNIFIED IDEOGRAPH-5BA2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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S703yj0n+vyTfMm/z5iQ/VFWvmV48AAAAWFkT38e4qv4gyR8sWPd3GR1BBgAAgDVl4mKcJK21hye5IMmZSX49ya1JHlZVb5tiNgAAAFhxExfj1tpvJHlGkpmMLr71hiT3TPKG1tpbkzyhqm5f5std2Fq7YJHtV8x7vH2JsXNJ9ixzvwAAAJBkwmLcWntWkmcmeUlGV6P+wHjTu5L8apJnJ/mpJD+7nNerqouWu++qunySrAAAALAck96u6UeSvKGqnpdk3+GVVXVTVT0nyWuSPHmK+QAAAGBFTVqMz0ny7kW2vy+j844BAABgTZi0GH82yQMX2X5ukhuPPQ4AAACsrkmL8ZuSPLO19tB56w4lSWvtW5I8PclbppQNAAAAVtykxfhnknwqyV8leXtGpfhFrbW/zqgQfzrJC6aaEAAAAFbQRMW4qm5K8lVJ/luSE5PcPl6+R5KXJTm/qm6YckYAAABYMRPfx7iq/jXJi8ZfAMdkZnZTNm07Y+gYwIRmZjcNHQEApm7RYtxaOzPJDVV127zlJVXVJ6eQDVjHZjZszMymzUPHAACAJY8YX5Pke5O8drx8bcYX21rCxruRCQAAAFbNUsX455J8eN7yz65gFgAAAFh1ixbjqlpYhN+f5INVdfPKRQIAAIDVM+ntml6X5LkrEQQAAACGMGkxnsnoXsUAAACwLkx6u6bnJXlBa+2mJH+e5PqqWs7FuAAAAOC4NGkxflaSU5O86vCK1trCMYeqauL7IwN9OXToUA4e8rka9GLDzExmZmaGjgEARzRpgf3A+Avgbjl46FDm5uaGjgGskk2bNmWjYgzAcWqiYlxVP7hSQQAAAGAIxzTlubX2kCSPT3JWkrkkn0zy1qqqKWYDAACAFTdxMW6tvTTJrvz7K1r/UmvtV6rqJ6eSDAAAAFbBRLdraq09LclPJvmzJF+T5LQk25I8Kslbkjyntfb9U84IAAAAK2bSI8YXJ3lPVT1+wfoPJPnO1tq7xmN+fxrhAAAAYKVNdMQ4SUvyxkW2vzHJQ449DgAAAKyuSYvx/iRnLLL9fkluO/Y4AAAAsLomLcbvSPKjrbXzFm5orT0yyY8meecUcgEAAMCqmPQc4+cleVySva21dyQ5fHumL0uyM8lNSZ6/3BdrrV2S0cW7jmZ3Ve0dj9053sfR7Kuqy5a7bwAAAEgmLMZV9cnW2n9K8tIk3zL+SpJbk7wpyXOr6uMTvOSVVbXnaBtbazvmLc5V1a5ljgUAAIBlmfg+xlV1bZIntdY2JLl3kpkkN1TVwSlnAwAAgBU3cTE+bFyEr59iFgAAAFh1ExXj1trBJIeWGHZHRoX5g0l+rqr+/hizAQAAwIqb9KrUL0ryuYzK8TuS/HqS/5bR+cW3jb/+OMmHMzr/+IOttYdPKywAAABM26RTqWfGX19ZVR+av6G1dnaS9yf5aFW9pLV23yTvS/KzSb5rGmEBAABg2iY9YvxDSX59YSlOkqq6JslvJHnGePm6JL+T5NF3NyQAAACslEmL8akZ3ZrpaG5Pcq95y59LsnnSUAAAALBaJi3Ge5Nc1FrbtnBDa21rkh9J8jfzVj82yb5jjwcAAAAra9JzjH86ybuTXNVae3WSqzO6CvV/SPLkJPdJ8rQkaa29LcnOJM9a5PUubK1dsMj2K+Y93r7E2Lkke5b6DwAAAID5JirGVfXB1trXJfmlJD+aLz7ifGWSJ1TVB8YX3npIkl+sqt9c5PUummDfl0+SFQAAAJZj0iPGqaq/SvINrbXTkpyT5IQkH6+qG+aNuS7Jl0wpIwAAAKyYSc8xTpK01mYzOiL8pUmuTXJ7a+2eU8wFAAAAq2LiYtxae0KSTyb5yySvTXJuksck+afW2k9MNx4AAACsrImKcWttZ5LXJbkqya4kM+NN1yT5SJKXttaeOtWEAAAAsIImPWL8goxu2fTYJK8+vLKqPpbk0RldgOvHphUOAAAAVtqkxfjLk7yuqg4u3FBVd2U0tbpNIxgAAACshkmvSj2X0VWoj+ZeSe489jhALzbMzGTTpk1DxwBWyYaZmaUHAcBAJi3Ge5L819bapQs3tNbul+QZSd43hVzAOjczM5ON/lAGAOA4MGkxviTJ+5N8OMmfJTmU5Dtaaxck+YEkJyZ54TQDAgAAwEqa6Bzj8UW2HpPk00meldFVqS/O6IJbVyf5hqr62+lGBAAAgJUz6RHjVNVHkuxorW1Lsj3JxiTXVtVnph0OAAAAVtpExbi19u4kv1BV76qqG5PcuGD7tyV5aVWdO8WMAAAAsGIWLcattXskufe8VTuSvKm1dtURhm9I8p+TnD21dAAAALDCljpivCXJ3ybZOl4+lOTXxl9HMpPknVPIBQAAAKti0WJcVTe01p6S5D9lVHpfkORNGV2VeqEDSW5IsnvaIYH15+DBQ5k7cGDoGMBxbtPGjdmwwa3dAFhZS55jXFVvS/K2JGmtnZXkt6rqgysdDFjf5g4cyPU33zp0DOA4d/rWLTlpw8TXCgWAiUz0m6aqfnCpMa21+1TVDcceCQAAAFbPxB/Btta+N8l3Jzk5X3wf5NkkpyQ5N8mmqaQDAACAFTbp7Zp+MslLkswluSWjK1b/U5J7JblHktuSvHzKGQEAAGDFbFh6yBf5wSQfSnJ6kq/J6IJcj83oqtXPTHJSkg9MMyAAAACspEmL8ZckeXVV7a+qjyf5XJLHVNWBqrosyR8m+bHpRgQAAICVM2kxvjPJ/nnLVyV5xLzl9yT5D3c3FAAAAKyWSYvxx5I8at5yJTl/3vJpSU68m5kAAABg1Ux6VerfS/KK1tqJSZ6e5E+TvKG19sKMSvOzMzoHGQAAANaESe9j/FuttQcmuTijadVvTLI7yQvHQ25J8lPLfb3W2iVJti0yZHdV7R2P3Zlk5yJj943PcwYAAIBlm/g+xlX1/Nbai6rqriRprf14kt/KqOBeWVXXT/ByV1bVnqNtbK3tmLc4V1W7ljkWAAAAlmVZ5xi31i5urX2ktTabJIdL8divJHlDkrMnLMUAAAAwuEWLcWttprX26iQvT3L/JGcdYdjHkxxM8suttddNPyIAAACsnKWOGD8tyVOTvCLJA6pq38IBVfX8JGcn+R9Jntha+76ppwQAAIAVspxi/N6quriqbj/aoPG2/5LRFamfPsV8AAAAsKKWKsbnJnnzcl6oqg4m+aMkj7i7oQAAAGC1LFWM70py1CPFR/DZjM43BgAAgDVhqWJ8VZLzJ3i9/5jkk8ceBwAAAFbXUsV4d5KntNbOXeqFxmOekuTPphEMAAAAVsPsEttfmeSHk+xprf1Ykt1VdWD+gNbahiQXJnlZkv1Jfm2C/V/YWrtgke1XzHu8fYmxc0n2TLBvAAAAyMyhQ4cWHdBaaxldgOtLk3w+yV8l+eckG5OcnuQrk5yc0RTq76yqv13BvCuitXbTKaecsnXv3r1DR4Fu3H7nXbn+5luHjgEc507fuiUnnbDU5/gAsLjzzz8/+/fvv7mqTjvS9iV/01RVtdbOS/LMJE9K8uh5z5tL8v4kb0zy21V1x1RSAwAAwCpZ1kew48L7K+OvtNbuneRAVX1uBbMBAADAijumuUlV9dlpBwEAAIAhLHVVagAAAFjXFGMAAAC6phgDAADQNfc/AAaxaePGnL51y9AxgOPcpo0bh44AQAcUY2AQGzbM5KQN3oIAABieqdQAAAB0TTEGAACga4oxAAAAXVOMAQAA6JpiDAAAQNcUYwAAALrmXinAIO46cDC3zt05dAxgDdqy6YTMbvTZPgDToxgDg7h17s78/aduHDoGsAad+4Bt2br5xKFjALCO+LgVAACArinGAAAAdE0xBgAAoGuKMQAAAF1TjAEAAOiaYgwAAEDXFGMAAAC6phgDAADQtdkhd95auyTJtkWG7K6qveOxO5PsXGTsvqq6bJr5AAAAWP8GLcZJrqyqPUfb2FrbMW9xrqp2LXMsAAAALIup1AAAAHRNMQYAAKBrijEAAABdU4wBAADommIMAABA1xRjAAAAuqYYAwAA0DXFGAAAgK7NDrz/C1trFyyy/Yp5j7cvMXYuyZ6ppAIAAKAbgxbjqrpogrGXr2QWAAAA+mQqNQAAAF1TjAEAAOiaYgwAAEDXFGMAAAC6phgDAADQNcUYAACArg19H2OgU1s2nZBzH7Bt6BjAGrRl0wlDRwBgnVGMgUHMbtyQrZtPHDoGAACYSg0AAEDfFGMAAAC6phgDAADQNcUYAACArinGAAAAdE0xBgAAoGuKMQAAAF1zH2NgEHN3HciNt94xdAxgndi25cRsmt04dAwA1ijFGBjEjbfekT//+08OHQNYJ3aee2bO2HqPoWMAsEaZSg0AAEDXFGMAAAC6phgDAADQNcUYAACArinGAAAAdE0xBgAAoGuKMQAAAF1TjAEAAOja7JA7b61dkmTbIkN2V9Xe8didSXYuMnZfVV02zXwAAACsf4MW4yRXVtWeo21sre2YtzhXVbuWORYAAACWxVRqAAAAuqYYAwAA0DXFGAAAgK4pxgAAAHRNMQYAAKBrijEAAABdU4wBAADommIMAABA12YH3v+FrbULFtl+xbzH25cYO5dkz1RSAQAA0I1Bi3FVXTTB2MtXMgsAAAB9MpUaAACArinGAAAAdE0xBgAAoGuKMQAAAF1TjAEAAOiaYgwAAEDXhr6PMdCpbVtOzM5zzxw6BrBObNty4tARAFjDFGNgEJtmN+aMrfcYOgYAAJhKDQAAQN8UYwAAALqmGAMAANA1xRgAAICuKcYAAAB0TTEGAACga27XBAzitrm78umbbh06BgAr6P6nbcnmTf7cBI5/3qmAQXz6plvzynd/ZOgYAKygp3/9w7P99K1DxwBYkqnUAAAAdE0xBgAAoGuKMQAAAF1TjAEAAOiaYgwAAEDXFGMAAAC6phgDAADQNcUYAACArs0OufPW2iVJti0yZHdV7R2P3Zlk5yJj91XVZdPMBwAAwPo3aDFOcmVV7TnaxtbajnmLc1W1a5ljAQAAYFlMpQYAAKBrijEAAABdU4wBAADommIMAABA1xRjAAAAuqYYAwAA0DXFGAAAgK4pxgAAAHRtduD9X9hau2CR7VfMe7x9ibFzSfZMJRUAAADdGLQYV9VFE4y9fCWzAAAA0CdTqQEAAOiaYgwAAEDXFGMAAAC6phgDAADQNcUYAACArinGAAAAdG3o+xgDnbr/aVvy9K9/+NAxAFhB9z9ty9ARAJZFMQYGsXnTbLafvnXoGAAAYCo1AAAAfVOMAQAA6JpiDAAAQNcUYwAAALqmGAMAANA1xRgAAICuuV0TMIjP335nrrn+5qFjAMCacvbpW3PySScMHQPWHcUYGMQ119+c5+/+y6FjAMCa8vNPenQefua9h44B646p1AAAAHRNMQYAAKBrijEAAABdU4wBAADommIMAABA1xRjAAAAuqYYAwAA0DXFGAAAgK7NDrnz1tolSbYtMmR3Ve0dj92ZZOciY/dV1WXTzAcAAMD6N2gxTnJlVe052sbW2o55i3NVtWuZYwEAAGBZTKUGAACga4oxAAAAXVOMAQAA6JpiDAAAQNcUYwAAALqmGAMAANA1xRgAAICuKcYAAAB0bXbg/V/YWrtgke1XzHu8fYmxc0n2TCUVAAAA3Ri0GFfVRROMvXwlswAAANAnU6kBAADommIMAABA1xRjAAAAuqYYAwAA0DXFGAAAgK4pxgAAAHRt6PsYA506+/St+fknPXroGACwppx9+tahI8C6pBgDgzj5pBPy8DPvPXQMAAAwlRoAAIC+KcYAAAB0TTEGAACga4oxAAAAXVOMAQAA6JpiDAAAQNfcrgkYxP7b5nLVp24cOgYAQJLkSx+wLads3jR0DAaiGAODuOpTN+biS98xdAwAgCTJpRc/Ll/x4DOGjsFATKUGAACga4oxAAAAXVOMAQAA6JpiDAAAQNcUYwAAALqmGAMAANA1xRgAAICuKcYAAAB0bXbInbfWLkmybZEhu6tq73jsziQ7Fxm7r6oum2Y+AAAA1r9Bi3GSK6tqz9E2ttZ2zFucq6pdyxwLAAAAy2IqNQAAAF1TjAEAAOiaYgwAAEDXFGMAAAC6phgDAADQNcUYAACArinGAAAAdE0xBgAAoGuzA+//wtbaBYtsv2Le4+1LjJ1LsmcqqQAAAOjGoMW4qi6aYOzlK5kFAACAPplKDQAAQNcUYwAAALqmGAMAANA1xRgAAICuKcYAAAB0TTEGAACga0Pfxxjo1Jc+YFsuvfhxQ8cAAEgy+tuEfinGwCBO2bwpX/HgM4aOAQAAplIDAADQN8UYAACArinGAAAAdE0xBgAAoGuKMQAAAF1TjAEAAOiaYgwAAEDX3McYGMQtt96Wj13zmaFjAAAwBQ85+4ycumXz0DGOmWIMDOJj13wmT/2ZVw0dAwCAKXjNi38gX/Wws4eOccxMpQYAAKBrijEAAABdU4wBAADommIMAABA1xRjAAAAuqYYAwAA0DXFGAAAgK4pxgAAAHRtdsidt9YuSbJtkSG7q2rveOzOJDsXGbuvqi6bZj4AAADWv0GLcZIrq2rP0Ta21nbMW5yrql3LHAsAAADLYio1AAAAXVOMAQAA6JpiDAAAQNcUYwAAALqmGAMAANA1xRgAAICuKcYAAAB0TTEGAACga7MD7//C1toFi2y/Yt7j7UuMnUuyZyqpAAAA6MagxbiqLppg7OUrmQUAAIA+mUoNAABA1xRjAAAAuqYYAwAA0DXFGAAAgK4pxgAAAHRNMQYAAKBrQ9/HGOjUQ84+I6958Q8MHQMAgCl4yNlnDB3hblGMgUGcumVzvuphZw8dAwAATKUGAACgb44Yj5y6f//+nH/++UPnAAAAYMr279+fJKcebbtiPHIwyYb9+/ffMnQQAAAApu7UjHrfEc0cOnRoFbMAAADA8cU5xgAAAHRNMQYAAKBrijEAAABdU4wBAADommIMAABA1xRjAAAAuqYYAwAA0DXFGAAAgK4pxgAAAHRNMQYAAKBrijEAAABdmx06AMeX1trzk7z4CJt+oqp+ebXzsP601p6c5PlJzklybZKXVNWrBw3FutFam02yP8lJCzbdWlUnDxCJdaS19sgk/yfJ2VX1T/PW70zyC0nOTXJdkkur6mWDhGTNW+Tn7Ook24/wlPtU1WdXKR5rVGttQ5IfTvKMjP4Guy7Jm5O8sKr2j8d0/V7miDELnZfkfUm+ZsHXHwwZivWhtfaEjH6W/jzJdyTZk+T3W2vfM2As1peWUSn+/nzxe9hjhwzF2tdaa0n+ZxYcVGitPWq8/h+SfFdG73H/vbW2a9VDsuYt8nN2ckZl5rn593+j3bS6KVmjfjLJpUnemtHfYC/L6HflGxLvZYkjxvx75yV5Y1V9YOggrEsvSfL6qnr2ePkdrbVtGc1S+KPhYrGOnJfkYJI/qqp/HToMa994FsIPJ3lpkjuPMOTnkvx1VX3vePntrbUTkjyvtfYbVXXHKkVlDVvGz9kjkswkeXNV/cNqZmPta63NZFSMX1lVPz1e/RettX9Jsns8S6H79zJHjPmC1tqWjKbofHjoLKw/rbVzMvr5+uMFm/4oyZe11s5e/VSsQ49Msk8pZooeneSXMjq68lPzN7TWTkrydTny+9ppSR61CvlYH476czb2yCS3J7lqFTOxfpyS5DVJXrtg/eEPWc6N9zJHjPkij8jow5LHtdZ+MckDkvxdkp+uqrcPmoz14MvG32vB+qvH31uSa1YvDuvUeUnuaK29PaM/NO9M8vokuw6fQwUT+liSc6rq+tbaDyzYdk6SE7L4+9p7VjYe68RiP2fJ6L3tX5K8bnwe6GxG015/rKo+s3oxWYuq6pYkzzrCpu8Yf/+beC9zxJgvct74+/2TPD3Jd2Z04v1bW2vfOFgq1out4++3LFh/uKycuopZWL/Oy2hmwp8l+ZaMpuk/OclbxlPJYCJVdV1VXX+Uzd7XmIolfs6S0XvbGUn+Psm3JXl2kv8nyXtaa5tXISLrTGvtqzI6Z/1P4r0siSPG3RpfmW7hByNvSfJPSd5RVXeOx70jyYeS/GySv1jVkKw3h0vJoaOsP7iKWVi/LkxyY1V9ZLz83tbadRlNIfvGJO8cLBnr0dHe1w7zvsa0PCvJTFV9cLz8vtbaR5P8ZZKnJvmdwZKx5rTWvjajGQfXJHlaRkeEk87fyxTjfr0gyQvnr6iqmSSfWrDuztban2f0Pw3cHTePvy/81PGUBdvhmFXV/zrC6reOv58XxZjpOtr72qkLtsPdUlX/+wjrrmit3Zx/m/EHS2qtXZjkVUn+/yTfXFX/Mv45Sjp/L1OM+/XbGX1S9AWttW9Kcs+qev2CsZuTuD8ed9fh81YenOQj89Y/eMF2OCattdOTPD7Ju6vq4/M2HZ5m6H2MaduX5ED+7X3sMO9rTM344qhPzOiKwR+at34myaZ4b2OZWms/nuSXM7pd5ndW1eHC670szjHuVlV9uqr2zv/K6JyV3x//cZnkC2/G35rR/0BwzKrq6oym7Cy8Z/F3J7mqqj65+qlYZw4meWWSixesvzCjX/h/ueqJWNeq6vYk703yXQvOYf/ujI6w7B0kGOvN7RldrfqFC9Z/e0Yf/O1Z7UCsPa21/5rRz9HrMzpS/IWjwN7LRhwxZr5fS/J9Sd7WWntxRudOPTfJliQvGi4W68jPJfm91trnMpqx8PiMPgV/0qCpWBeq6rOttd9M8qzW2i1J3pfka5M8L8ml4w9nYNp+PqNrcOxurb0qo9ua/ESS57ptGNNQVQdaaz+f5GWttZcn+dMkD8vo+i9vrqo9Q+bj+Dc+6PXyJJ9IcmmSr2itzR9ydbyXOWLMvxlPPXxMks8k+d0kr85oes5jquraAaOxTlTVq5L8SJLHZXQVxB1Jvq+q/nC4VKwzz0lySUYftrw1yfdndJTlx4cMxfpVVe/O6KjKQzJ6X3tKkp+oql8aMhfrS1X9SkbXe9mRUTHeleS3MrrqPizlm5PcI8lZGX1o/P4FX9/svSyZOXToaBcfAwAAgPXPEWMAAAC6phgDAADQNcUYAACArinGAAAAdE0xBgAAoGuKMQAAAF2bHToAAJC01l6V0X2X5zuY5NYkH0vyiqr6/Qlf89ok11bVjilETGttT5IvqaovmbfulCQnVdUN09gHAAxBMQaA48uzk3x2/HgmydYkT03yqtbavavqZYMlS34hyZbDC621r0zyp0mekmTPQJkA4G5TjAHg+PInVXXt/BWttcuTfDTJC1prl1bVHUMEq6p3Llj18CT3HyILAEyTc4wB4DhXVbcleUuSU5OcO3AcAFh3HDEGgLXh4Pj7bJK01h6T5IVJvnq8/n8neVFVvfdoL9Bam0ny9CT/JclDkpyQ5Nokv5fkl6rq0HjctUnemdEH6E/JaGr3lyd5Q8bnGLfWXjTef5K8p7X2ifFrvz3JM6vqFQv2/YdJvi7JA6vqwDH9CwDACnHEGACOc621DUl2JLkjyUdba4/P6JzeM5O8ePx1ZpJ3jbcdzYuTXJbRtOwfT3JJktuTvDTJ9y0Y++Qkj0zy/yb5nSNcXOuNSX57/PgXk/xYkr9Icn2SJy7IvyXJBUlerxQDcDxyxBgAji/3bK19fvx4NsmXZHRBrvOS/GpGRfY3k3wqyflVdUuStNZemeTvkryitfa2qrpz/ou21k5I8qNJdlfVD8xb/7sZldnvTjL/qtebkzyxqvYdKWRVfbi19v4kP5zknVW1Z/x6f5jkma21M6rqM+Phj09yjySvnfhfAwBWgSPGAHB8+eskN4y//jnJ+5N8e5LfSPLcJF+R5IFJLj1cipOkqm5KcmmSByQ5f+GLjovyfTMqsvPdO8ktSU5esP7qo5XiJbw2o78vvmfeuicl+XhVffAYXg8AVpwjxgBwfHlqkuvGjw8kuSnJx6rq9iRprZ093lZHeO7Hxt/PyqhQLzSX5Ftba9+epCX50iT3HG9b+GH59ccSvqo+0Fr7eJInJLm0tbY1yeOS/PKxvB4ArAbFGACOL1csvF3TAjOLbDtcbucWbhhfeOs1GZ07/JdJrkzyyiTvTfLuI7zW3TkX+LVJLmmt3S+jUnxiktfdjdcDgBWlGAPA2nLt+PuXJXnzgm1t/P0fj/C8x2RUil9cVS/4whNam01yryQfn2LGP0jy/IwuuPUtST5cVX8/xdcHgKlyjjEArC1/ldG5x89orZ16eOX48TPG2/7qCM+71/j7Rxes/6GMLox1LB+WHz6q/EV/T1TVPyT5myTfkeQb4mgxAMc5R4wBYA2pqjtbaz+a5PVJ9o6vKp0kT0ty/yTfU1UHj/DUKzO6yNavttbOzOjc5ccmuTCjK12fcgxxDt/C6aLxVajnX3X6tUn+e5JDUYwBOM45YgwAa0xV/XGSnUk+neSFGd2P+Jokj62qPznKc67LaFrzviQ/k9G9h8/K6IrRr0hybmvtvhNGeVdGBf1bM7rQ1knztr0uycEk76+qT0z4ugCwqmYOHTo0dAYAYJ0ZX3jrn5JcXFWXDZ0HABbjiDEAsBJ+OMkdSXYPHQQAluIcYwBgalprL0nysIymbf9mVX1u4EgAsCRHjAGAaTo5ydcn+ZMkPz1sFABYHucYAwAA0DVHjAEAAOiaYgwAAEDXFGMAAAC6phgDAADQNcUYAACArinGAAAAdO3/An7jZpqJigp9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10)) # 设定画布大小\n",
    "sns.set(style=\"white\",context=\"talk\") # 设定风格\n",
    "ax = sns.barplot(x=tags_sentiment['polarity'],y=tags_sentiment['category'], data=tags_sentiment,orient='h',\n",
    "palette=\"RdBu\") # 水平柱状图\n",
    "plt.ylabel(\"Categories\") #y 轴标题\n",
    "plt.xlabel(\"Polarity\") #x 轴标题\n",
    "plt.title(\"各类视频受欢迎的程度( 情绪属性分值)\") # 图题"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4b8b550",
   "metadata": {},
   "source": [
    "**就到这里！**\n",
    "\n",
    "除NLTK工具包之外，目前，自然语言处理中最流行的工具是深度学习中的循环神经网络以及以BERT为代表的预训练语言模型。这些基于深度学习的模型可以解决越来越多的自然语言处理问题，如人机对话，机器翻译等。"
   ]
  }
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